diff --git a/scripts/make_wheel.sh b/scripts/make_wheel.sh
index 5e2bb8d3f2..6b144408bb 100755
--- a/scripts/make_wheel.sh
+++ b/scripts/make_wheel.sh
@@ -166,7 +166,7 @@ fi
 
 push_ld_library_path() {
   OLD_LIBRARY_PATH=$LD_LIBRARY_PATH
-  export LD_LIBRARY_PATH=${WORKSPACE}/deps/local/lib:${WORKSPACE}/deps/local/lib64:$LD_LIBRARY_PATH
+  export LD_LIBRARY_PATH=${WORKSPACE}/targets/lib;$LD_LIBRARY_PATH
 }
 
 pop_ld_library_path() {
@@ -186,7 +186,7 @@ build_source() {
 
   # make src/
   cd ${WORKSPACE}/${build_type}/src
-  make -j${NUM_PROCS}
+  make -j${NUM_PROCS} install
 
   # make test/
   if [[ -z $SKIP_TEST ]]; then
@@ -197,6 +197,7 @@ build_source() {
       make -j${NUM_PROCS}
     fi
   fi
+
   pop_ld_library_path
 
   echo -e "\n\n================= Done Build Source ================\n\n"
@@ -222,126 +223,42 @@ unit_test() {
   echo -e "\n\n================= Done Python Unit Tests ================\n\n"
 }
 
-mac_patch_rpath() {
-  echo -e "\n\n\n================= Patching Mac RPath ================\n\n\n"
-  # on mac we need to do a little work to fix up RPaths
-  cd ${WORKSPACE}/${build_type}/src/python
-  # - look for all files
-  # - run 'file' on it
-  # - look for binary files (shared libraries, executables)
-  # - output is in the form [file]: type, so cut on ":", we just want the file
-  flist=`find . -type f -not -path "*/CMakeFiles/*" -not -path "./dist/*" | xargs -L 1 file | grep x86_64 | cut -f 1 -d :`
-
-  # We are generally going to be installed in
-  # a place of the form
-  # PREFIX/lib/python2.7/site-packages/[module]
-  # libpython2.7 will probably in PREFIX/lib
-  # So for instance if I am in
-  # PREFIX/lib/python2.7/site-packages/turicreate/unity_server
-  # I need to add
-  # ../../../ to the rpath (to make it to lib/)
-  # But if I am in
-  #
-  # PREFIX/lib/python2.7/site-packages/turicreate/something/somewhere
-  # I need to add
-  # ../../../../ to the rpath
-  for f in $flist; do
-    # Lets explain the regexes
-    # - The first regex removes "./"
-    # - The second regex replaces the string "[something]/" with "../"
-    #   (making sure something does not contain '/' characters)
-    # - The 3rd regex removes the last "filename" bit
-    #
-    # Example:
-    # Input: ./turicreate/cython/cy_ipc.so
-    # After 1st regex: turicreate/cython/cy_ipc.so
-    # After 2nd regex: ../../cy_ipc.so
-    # After 3rd regex: ../../
-    relative=`echo $f | sed 's:\./::g' | sed 's:[^/]*/:../:g' | sed 's:[^/]*$::'`
-    # Now we need ../../ to get to PREFIX/lib
-    rpath="@loader_path/../../$relative"
-    install_name_tool -add_rpath $rpath $f || true
-  done
-}
 
 
 ### Package the release folder into a wheel, and strip the binaries ###
 package_wheel() {
-  if [[ $OSTYPE == darwin* ]]; then
-    mac_patch_rpath
-  fi
-  echo -e "\n\n\n================= Packaging Wheel  ================\n\n\n"
-  cd ${WORKSPACE}/${build_type}/src/python
-
-  # strip binaries
-  if [[ ! $OSTYPE == darwin* ]]; then
-    cd ${WORKSPACE}/${build_type}/src/python/turicreate
-    BINARY_LIST=`find . -type f -exec file {} \; | grep x86 | cut -d: -f 1`
-    echo "Stripping binaries: $BINARY_LIST"
-
-    # make newline the separator for items in for loop - default is whitespace
-    OLD_IFS=${IFS}
-    IFS=$'\n'
-
-    for f in $BINARY_LIST; do
-      if [ $OSTYPE == "msys" ] && [ $f == "./pylambda_worker.exe" ]; then
-        echo "Skipping pylambda_worker"
-      else
-        echo "Stripping $f"
-        strip -Sx $f;
-      fi
-    done
-
-    # set IFS back to default
-    IFS=${OLD_IFS}
-    cd ..
-  fi
+  cd ${WORKSPACE}/src/python 
 
+  echo -e "\n\n\n================= Building Wheel  ================\n\n\n"
   cd ${WORKSPACE}/${build_type}/src/python
-  dist_type="bdist_wheel"
 
-  VERSION_NUMBER=`${PYTHON_EXECUTABLE} -c "from turicreate.version_info import version; print(version)"`
-  ${PYTHON_EXECUTABLE} setup.py ${dist_type} # This produced an wheel starting with turicreate-${VERSION_NUMBER} under dist/
+  VERSION_NUMBER=`${PYTHON_EXECUTABLE} -c "import setup; print(setup.VERSION)"`
+  wheel_name=`${PYTHON_EXECUTABLE} setup.py -q bdist_wheel_name`
+  old_platform_tag=`${PYTHON_EXECUTABLE} -c "import distutils; print(distutils.util.get_platform())"`
+  LD_LIBRARY_PATH='${WORKSPACE}/targets/lib' CPATH='${WORKSPACE}/targets/include' ${PYTHON_EXECUTABLE} setup.py bdist_wheel
+  
 
   cd ${WORKSPACE}
 
-  WHEEL_PATH=`ls ${WORKSPACE}/${build_type}/src/python/dist/turicreate-${VERSION_NUMBER}*.whl`
+  WHEEL_PATH=`ls ${WORKSPACE}/src/python/dist/${wheel_name}.whl`
+
   if [[ $OSTYPE == darwin* ]]; then
-    # Change the platform tag embedded in the file name
-    temp=`echo $WHEEL_PATH | perl -ne 'print m/(^.*-).*$/'`
-    temp=${temp/-cpdarwin-/-cp35m-}
+    
+    DYLD_LIBRARY_PATH="${WORKSPACE}/targets/lib" delocate-wheel -v ${WHEEL_PATH}
 
     platform_tag="macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64"
-    #  sdk_version=`xcrun --show-sdk-version`
-    #  if [[ $sdk_version =~ ^10\.13 ]]; then
-    #      platform_tag="macosx_10_13_intel.macosx_10_12_x86_64"
-    #  elif [[ $sdk_version =~ ^10\.12 ]]; then
-    #      platform_tag="macosx_10_12_intel.macosx_10_12_x86_64"
-    #  fi
-
-    NEW_WHEEL_PATH=${temp}${platform_tag}".whl"
-    mv ${WHEEL_PATH} ${NEW_WHEEL_PATH}
-    WHEEL_PATH=${NEW_WHEEL_PATH}
-  else
-    # Don't pick up -manylinux1 wheels, since those may have been created by a later step from a previous build.
-    # Ignore those for now by selecting only -linux wheels.
-    WHEEL_PATH=`ls ${WORKSPACE}/${build_type}/src/python/dist/turicreate-${VERSION_NUMBER}*-linux*.whl`
-  fi
 
-  # Set Python Language Version Number
-  NEW_WHEEL_PATH=${WHEEL_PATH}
-  if [[ "$python35" == "1" ]]; then
-      NEW_WHEEL_PATH=${WHEEL_PATH/-py3-/-cp35-}
-  elif [[ "$python36" == "1" ]]; then
-      NEW_WHEEL_PATH=${WHEEL_PATH/-py3-/-cp36-}
+    NEW_WHEEL_PATH=${WORKSPACE}/targets/${wheel_name/$old_platform_tag/$platform_tag}.whl
+    
   else
-      NEW_WHEEL_PATH=${WHEEL_PATH/-py2-/-cp27-}
-  fi
-  NEW_WHEEL_PATH=${NEW_WHEEL_PATH/linux/manylinux1}
-  if [[ ! "${WHEEL_PATH}" == "${NEW_WHEEL_PATH}" ]]; then
-      mv "${WHEEL_PATH}" "${NEW_WHEEL_PATH}"
-      WHEEL_PATH=${NEW_WHEEL_PATH}
+    LD_LIBRARY_PATH="${WORKSPACE}/targets/lib" auditwheel repair ${WHEEL_PATH}
+    
+    NEW_WHEEL_PATH=${WORKSPACE}/targets/${wheel_name}.whl
   fi
+  
+  mv ${WHEEL_PATH} ${NEW_WHEEL_PATH} 
+  WHEEL_PATH=${NEW_WHEEL_PATH}
+
 
   if [[ -z $SKIP_SMOKE_TEST ]]; then
     # Install the wheel and do a smoke test